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where <math>H(P_i)</math> is the shannon entropy <math>H(P_i)=-\sum_jp_{j|i}\log_2p_{j|i}.</math>
The perplexity is a hand-chosen parameter of t-SNE, and as the authors state, "perplexity can be interpreted as a smooth measure of the effective number of neighbors. The performance of SNE is fairly robust to changes in the perplexity, and typical values are between 5 and 50."<ref name=MaatenHinton/>.
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